{ "cells": [ { "cell_type": "markdown", "id": "47d00dd8", "metadata": {}, "source": [ "\n", "# Predicting the VIX\n", "\n", "This notebook builds a probabilistic forecast for the VIX. Instead of predicting a single future value, we model the full distribution of possible changes in VIX, conditional on its current level. With that conditional distribution in hand, we can draw scenarios, compute prediction bands (fan charts), and summarize risk in a way that reflects how the VIX behaves differently in calm versus turbulent markets.\n", "\n", "\n", "This notebook:\n", "1. Loads daily VIX history and builds a series `x = log(CLOSE)`.\n", "2. Fits a **2D GMM** on pairs `(x_t, x_{t+1} - x_t)`.\n", "3. Builds the conditional model $p(x_{t+1} - x_t\\mid x_t)$.\n", "4. Plots the posterior mean function $\\mathbb{E}[x_{t+1} - x_t \\mid x_t]$.\n", "5. Simulates multi-step scenarios by iteratively sampling from the conditional.\n" ] }, { "cell_type": "markdown", "id": "e995dfaf", "metadata": {}, "source": [ "## Loading the VIX data\n", "\n", "The code below reads the historical VIX series from file, parses the date column, and sets it as the time index so that later time-based operations behave correctly. It also standardizes column names and drops any rows with missing values, ensuring the dataset is clean and ready for transformations and modeling." ] }, { "cell_type": "code", "execution_count": 1, "id": "e7c2fad2", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded local CSV: data/VIX_History.csv\n", " DATE OPEN HIGH LOW CLOSE\n", "0 1990-01-02 17.24 17.24 17.24 17.24\n", "1 1990-01-03 18.19 18.19 18.19 18.19\n", "2 1990-01-04 19.22 19.22 19.22 19.22\n", "3 1990-01-05 20.11 20.11 20.11 20.11\n", "4 1990-01-08 20.26 20.26 20.26 20.26\n" ] } ], "source": [ "\n", "# Use Jupyter inline backend so figures render in HTML builds\n", "import matplotlib\n", "matplotlib.use('module://matplotlib_inline.backend_inline')\n", "\n", "import os, io\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "from cgmm import GMMConditioner, ConditionalGMMRegressor\n", "\n", "VIX_URL = \"https://cdn.cboe.com/api/global/us_indices/daily_prices/VIX_History.csv\"\n", "CANDIDATE_PATHS = [\n", " os.environ.get(\"VIX_CSV\", \"\"),\n", " \"data/VIX_History.csv\",\n", " \"docs/_static/VIX_History.csv\",\n", "]\n", "\n", "def load_vix():\n", " for p in CANDIDATE_PATHS:\n", " if p and os.path.exists(p):\n", " df = pd.read_csv(p)\n", " print(f\"Loaded local CSV: {p}\")\n", " break\n", " else:\n", " # Only download if allowed (avoid on RTD)\n", " allow_net = os.environ.get(\"ALLOW_NET\", \"1\") not in (\"0\",\"false\",\"False\")\n", " if os.environ.get(\"READTHEDOCS\",\"\") or not allow_net:\n", " raise FileNotFoundError(\n", " \"VIX_History.csv not found locally and network disabled. \"\n", " \"Place it at docs/_static/VIX_History.csv or set VIX_CSV=/path/to/file.\"\n", " )\n", " import urllib.request\n", " print(\"Downloading VIX history ...\")\n", " with urllib.request.urlopen(VIX_URL) as f:\n", " data = f.read()\n", " df = pd.read_csv(io.BytesIO(data))\n", " os.makedirs(\"data\", exist_ok=True)\n", " df.to_csv(\"data/VIX_History.csv\", index=False)\n", " print(\"Saved to data/VIX_History.csv\")\n", " df = df.rename(columns=str.upper)\n", " df[\"DATE\"] = pd.to_datetime(df[\"DATE\"])\n", " df = df.sort_values(\"DATE\").reset_index(drop=True)\n", " return df\n", "\n", "df = load_vix()\n", "print(df.head())\n" ] }, { "cell_type": "markdown", "id": "358a9227", "metadata": {}, "source": [ "## Compute x=log(VIX) and it's daily change\n", "\n", "Here we transform the raw VIX level to log-space and compute its one-day change. Taking logs stabilizes the scale (large and small values become more comparable), and differencing the log series isolates day-to-day movements. The result is a target variable (the log change) and a conditioning variable (the log level) aligned on the same dates, with any initial NaN from differencing removed." ] }, { "cell_type": "code", "execution_count": 2, "id": "e6cbd4ee", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "log_vix = np.log(df[\"CLOSE\"].astype(float).to_numpy())\n", "\n", "x = log_vix[:-1]\n", "dx = log_vix[1:] - log_vix[:-1]\n", "\n", "pairs = np.column_stack((x, dx))" ] }, { "cell_type": "markdown", "id": "944f0f6e", "metadata": {}, "source": [ "## Fit a regression model\n", "\n", "This section fits a simple regression of the daily log change on the current log level. The goal is to capture the average relationship-e.g., whether VIX tends to drift up or down depending on where it currently sits." ] }, { "cell_type": "code", "execution_count": 3, "id": "44ed5155", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# fit a Conditional GMM, x = current log VIX, y = next log VIX change\n", "reg = ConditionalGMMRegressor(cond_idx=[0]).fit(X=x.reshape(-1,1), y=dx)\n", "\n", "# Grid over original x coordinates\n", "grid_x = np.linspace(np.percentile(x, 1), np.percentile(x, 99), 200)\n", "\n", "# conditional expectation on the grid: E[dS | S]\n", "grid_dx_pred = reg.predict(grid_x[:, None]).ravel()" ] }, { "cell_type": "code", "execution_count": 4, "id": "f70be7f2", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, ax = plt.subplots(figsize=(7,6))\n", "\n", "# Scatter the log VIX data\n", "ax.scatter(x, dx, s=5, alpha=0.2, linewidths=0, c='r', label=\"Data\")\n", "\n", "# The predicted mean\n", "ax.plot(grid_x, grid_dx_pred, lw=2, label=\"Mean predicted change E[dx | x]\")\n", "\n", "\n", "ax.set_xlim(2, 4)\n", "ax.set_ylim(-0.2, 0.2)\n", "\n", "ax.set_xlabel(\"Current: x = log(ViX)\")\n", "ax.set_ylabel(\"Change: dx\")\n", "ax.set_title(\"Expected change in x as a function of x: E[dx | x]\")\n", "ax.legend(loc=\"best\")\n", "ax.grid()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "66add329", "metadata": {}, "source": [ "## Fit a condtion model\n", "\n", "Now we fit the conditional distribution of the daily log change given the current log level using a Conditional Gaussian Mixture Model (CGMM). Instead of a single bell curve, the model represents the outcome as a mixture of Gaussians whose weights and parameters adapt with the conditioning variable. This lets the shape of the distribution change with the level-capturing skew, fat tails, and non-linearity that a plain regression can't. After training, we plot confitional densities of the next-day-chage, for different values of current level.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "94f63e17", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "K = 3\n", "gmm = GaussianMixture(n_components=K, covariance_type=\"full\", random_state=0).fit(pairs)\n", "cond = GMMConditioner(gmm, cond_idx=[0], reg_covar=1e-9).precompute()" ] }, { "cell_type": "code", "execution_count": 6, "id": "f2f1e6e5", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7,6))\n", "\n", "y_i = np.linspace(-0.2, 0.2, 100)\n", "\n", "for x_i in np.arange(2.25, 4, 0.25):\n", " cgmm = cond.condition([x_i])\n", " p_y = np.exp(cgmm.score_samples(y_i.reshape(-1,1)))\n", " ax.fill_betweenx(y_i, x_i, x_i + 0.02*p_y)\n", " ax.plot(x_i + 0.02*p_y, y_i, 'k-')\n", "\n", "ax.set_xlim(2, 4)\n", "ax.set_ylim(-0.2, 0.2) \n", "ax.grid()\n", "ax.set_xlabel(\"Current: x = log(ViX)\")\n", "ax.set_ylabel(\"Change: dx\")\n", "ax.set_title(\"Conditional densities: P[dx | x]\")\n", "plt.show() " ] }, { "cell_type": "markdown", "id": "77b5d212", "metadata": {}, "source": [ "## Monte Carlo path simulation\n", "\n", "Using the fitted conditional model, we simulate many forward paths. Starting from today’s log level, each step draws a daily log change from the learned distribution conditional on the current level, updates the level, and repeats for the desired horizon. Converting back from log space yields VIX trajectories. Aggregating these paths produces a fan chart (e.g., median and 10-90% bands) that reflects both drift and state-dependent volatility and tail risk." ] }, { "cell_type": "code", "execution_count": 23, "id": "ca17f7b8", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "import numpy as np\n", "\n", "def simulate_paths_delta(cond, x0, horizon=60, n_paths=400, seed=123):\n", " rng = np.random.default_rng(seed)\n", " xs = np.empty((n_paths, horizon + 1), dtype=float)\n", "\n", " for i in range(n_paths):\n", " xt = float(x0)\n", " xs[i, 0] = xt\n", " for t in range(horizon):\n", " gmmd = cond.condition([xt]) # posterior over Δ (1D GMM)\n", " gmmd.random_state = int(rng.integers(0, 2**32 - 1))\n", " y, _ = gmmd.sample(1)\n", " xt = xt + float(y[0, 0]) # x_{t+1} = x_t + Δ\n", " xs[i, t + 1] = xt\n", " return xs\n", "\n", "# Run scenarios starting from last observed x\n", "H, N = 60+40, 1000\n", "xs_paths = simulate_paths_delta(cond, x0=x[-1], horizon=H, n_paths=N)\n", "vix_paths = np.exp(xs_paths) # back to VIX level\n" ] }, { "cell_type": "markdown", "id": "cd3f1558", "metadata": {}, "source": [ "## Gallery Image" ] }, { "cell_type": "code", "execution_count": 35, "id": "444639e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "hist_n = 200\n", "ax.plot(np.arange(-hist_n+1, 1), np.exp(x[-hist_n:]),\n", " color=\"k\", lw=1.5, label=\"History\")\n", "\n", "q = np.quantile(vix_paths, [0.1, 0.25, 0.5, 0.75, 0.9], axis=0)\n", "t = np.arange(H+1)\n", "ax.fill_between(t, q[0], q[-1], color=\"tab:blue\", alpha=0.2, label=\"10-90% band\")\n", "ax.fill_between(t, q[1], q[-2], color=\"tab:blue\", alpha=0.4, label=\"25-75% band\")\n", "ax.plot(t, q[2], color=\"tab:blue\", lw=2, label=\"Median scenario\")\n", "\n", "for i in range(min(10, N)):\n", " ax.plot(t, vix_paths[i], color=\"tab:blue\", alpha=0.15, lw=1)\n", "\n", "ax.set_xlabel(\"Days ahead\")\n", "ax.set_ylabel(\"VIX level\")\n", "ax.set_title(\"VIX Volatility Monte Carlo Scenarios\", fontsize=14)\n", "ax.axvline(x=0,ymin=0,ymax=.50)\n", "ax.spines[['right', 'top']].set_visible(False)\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.savefig('gallery_images/vix.png', dpi=150, bbox_inches='tight')\n", "\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "cgmm-3qL4zxqN-py3.11", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }